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<a href="clustering__operator__fuzzy_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#ifndef __CLUSTERING_OPERATOR_FUZZY_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#define __CLUSTERING_OPERATOR_FUZZY_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="random__ext_8hpp.html">random_ext.hpp</a>&quot;</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matrix__operation_8hpp.html">matrix_operation.hpp</a>&quot;</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="verbose__global_8hpp.html">verbose_global.hpp</a>&quot;</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;</div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;</div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="keyword">extern</span> <a class="code" href="random__ext_8hpp.html#a096d42d6e488c0b0de08cd7c24ec0099">StdMT19937</a> <a class="code" href="clustering__operator__fuzzy_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>;</div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespaceclusteringop.html">clusteringop</a> {</div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_REAL &gt;</div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<a class="code" href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">randomInitialize</a></div><div class="line"><a name="l00042"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#aead202e766c9510d8e193d0f7317f66c">   42</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>  &amp;aomatrixt_fuzzyPartition) </div><div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;{</div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;  T_REAL  li_anc;</div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  T_REAL  lT_sum;</div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;  T_REAL  lT_uki;</div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;  T_REAL  lT_random;</div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;</div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::randomInitialize&quot;</span>;</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(output Matrix: aomatrixt_fuzzyPartition[&quot;</span> &lt;&lt; &amp;aomatrixt_fuzzyPartition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;  }</div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;</div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  <span class="keyword">static</span> std::uniform_real_distribution&lt;T_REAL&gt; lsuniformdis_real01(0.0,1.0);</div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;  </div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  <span class="comment">//i \in {1,2,..,n}</span></div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>(); lui_i++) { </div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    lT_sum = 1.0;</div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;    <span class="comment">//j \in {1,2,..,k}</span></div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_j = 0; luintidx_j &lt; (aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()-1); luintidx_j++) {</div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;      lT_random = lsuniformdis_real01(<a class="code" href="clustering__operator__fuzzy_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>); </div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;      lT_random /= 2.0;</div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;      li_anc = T_REAL( aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() - (luintidx_j+1));</div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;      lT_uki = lT_sum * (1.0 - std::pow(lT_random, 1.0 / li_anc));</div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;      lT_sum -= lT_uki; </div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;      aomatrixt_fuzzyPartition(luintidx_j,lui_i) = lT_uki;</div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    } <span class="comment">/*END for luintidx_j*/</span></div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;    aomatrixt_fuzzyPartition(aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()-1, lui_i) =  lT_sum;</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;  } <span class="comment">/*END for lui_i*/</span></div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;</div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    std::ostringstream lostrstream_labelCrisp;</div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    lostrstream_labelCrisp &lt;&lt; <span class="stringliteral">&quot;&lt;CRISPMATRIX:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>(std::cout,lostrstream_labelCrisp.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  }</div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;  </div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;}</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;  </div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;           <span class="keyword">typename</span> T_REAL</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;           &gt;</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a></div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;<a class="code" href="namespaceclusteringop.html#a3e298d769afd50e51d06baf8b1ca1a2f">fuzzyPartition</a></div><div class="line"><a name="l00109"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a3e298d769afd50e51d06baf8b1ca1a2f">  109</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160; T_REAL                                airt_m,</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_REAL,T_FEATURE&gt;</a>    &amp;aifunc2p_distSquare</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160; )</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;{</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;  <span class="comment">/*Change 2 by 1 of the original formula</span></div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;<span class="comment">    considering that the distance is square</span></div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="comment">  */</span></div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  </div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;  <span class="keyword">const</span> T_REAL lrt_p = (1.0 /(airt_m - 1.0));</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160; </div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::fuzzyPartition&quot;</span>;</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  T_REAL airt_m = &quot;</span> &lt;&lt; airt_m &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lrt_p = &quot;</span>  &lt;&lt;  lrt_p &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;aifunc2p_distSquare\n&quot;</span></div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;  }</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a></div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    aomatrixt_u</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;     lui_numInstances</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;     );</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    </div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;  T_REAL lrt_Dik;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;  T_REAL lrt_Djk;</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;  T_REAL lrt_DikU;</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;  T_REAL lrt_sumDjkU;</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;  </div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;  <span class="comment">/*j \in {1, 2, ...,k}*/</span></div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;    </div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    T_REAL*   lmrt_uRow_j     = aomatrixt_u.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    <span class="keyword">const</span> T_FEATURE*  lmrt_centroid_j = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j); </div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <span class="comment">/*i \in {1, 2, ...,n}*/</span></div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    <span class="keywordflow">for</span> ( INPUT_ITERATOR liiterator_instfirst = aiiterator_instfirst;</div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;         liiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;         ++liiterator_instfirst, lui_i++)</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;      {</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      T_FEATURE* linst_features_i =</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;        ((<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *liiterator_instfirst)-&gt;getFeatures();</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;      </div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;      lrt_Dik = aifunc2p_distSquare</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;        (lmrt_centroid_j,</div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;         linst_features_i,</div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;         <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;         );</div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      <span class="keywordflow">if</span> ( lrt_Dik == T_REAL(0.0) ) </div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        lrt_Dik = std::numeric_limits&lt;T_REAL&gt;::epsilon();</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;  </div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;      lrt_DikU = 1.0 / std::pow(lrt_Dik, lrt_p);</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      lrt_sumDjkU = 0.0;</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="comment">/*l \in {1, 2, ...,k}*/</span></div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;      <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_l = 0; lui_l &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_l++)  { </div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;        <span class="keyword">const</span> T_FEATURE*  lmrT_centroid_l = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_l); </div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;        </div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;        lrt_Djk =</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;          aifunc2p_distSquare</div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;          (lmrT_centroid_l,</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;           linst_features_i,</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;           <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;           );</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;        <span class="keywordflow">if</span> ( lrt_Djk == T_REAL(0.0) ) </div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;          lrt_Djk = std::numeric_limits&lt;T_REAL&gt;::epsilon();</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;        lrt_sumDjkU += 1.0 / std::pow(lrt_Djk, lrt_p);</div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;      } <span class="comment">/*END for lui_l*/</span></div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;      lmrt_uRow_j[lui_i] = lrt_DikU / lrt_sumDjkU;</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;    } <span class="comment">/*END for lui_i*/</span></div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;  } <span class="comment">/*END for lui_j*/</span></div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;    std::ostringstream lostrstream_labelU;</div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;    lostrstream_labelU &lt;&lt; <span class="stringliteral">&quot;&lt;U:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;    aomatrixt_u.print(std::cout,lostrstream_labelU.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;  }</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;</div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;  <span class="keywordflow">return</span> aomatrixt_u;</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;}</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;<span class="comment">/*getCentroids</span></div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;<span class="comment">  \cite{Bezdek:ClusterAnalysis:FCM:1974}</span></div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;<span class="comment">  \cite{Bezdek:etal:ClusterAnalysis:FCM:1984}</span></div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;<span class="comment">*/</span></div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_REAL,</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;           &gt;</div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;<span class="keywordtype">bool</span> </div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;<a class="code" href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">getCentroids</a></div><div class="line"><a name="l00226"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a5f3b6f28e36f5e77ae6164da1d85ddc7">  226</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>  &amp;aomatrixt_centroids, </div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>     &amp;aimatrixt_fuzzyPartition,</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>  &amp;aimatrixt_instances, </div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160; T_REAL                     ait_m,</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>     &amp;aimatrixrowt_work</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160; )</div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;{</div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;  <span class="keywordtype">bool</span>           lob_isValidCentroids;           </div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160; </div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;  lob_isValidCentroids = <span class="keyword">true</span>;</div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;</div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;getCentroids:  IN&quot;</span></div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(output bool: lob_isValidCentroids = &quot;</span> </div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;              &lt;&lt; lob_isValidCentroids &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t output mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;              &lt;&lt; &amp;aomatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_REAL&gt;&amp; aimatrixt_fuzzyPartition[&quot;</span></div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;              &lt;&lt;  &amp;aimatrixt_fuzzyPartition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_instances[&quot;</span> </div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;              &lt;&lt; &amp;aimatrixt_instances &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  T_REAL ait_m = &quot;</span> &lt;&lt; ait_m &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_REAL&gt;&amp; aimatrixrowt_work[&quot;</span> </div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;              &lt;&lt;  &amp;aimatrixrowt_work &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)\n&quot;</span>;</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;  }</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;  </div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;  <span class="comment">/* Work_ij = U_ij^m */</span></div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160; T_REAL* larray_U =  aimatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>();</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160; <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_l = 0;</div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;  std::for_each</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    (aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>(), </div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;     aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>() + aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">getNumElems</a>(),</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;     [&amp;] (T_REAL &amp;liter_wij) </div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;     { </div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;       liter_wij = std::pow(larray_U[luintidx_l++],ait_m); </div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;     } </div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;     );</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;  </div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;<span class="preprocessor">#if  DATATYPE_CENTROIDS_ROUND == 0</span></div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;  <span class="comment">/* V =  Work  * Y  (BEST PERFORMANSE T_FEATURE == T_REAL)*/</span></div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;</div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;  <a class="code" href="namespaceinterfacesse.html#a47f4a833d2730f3a501bbb9b2b095e62">interfacesse::gemm</a></div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;    (aomatrixt_centroids, <span class="comment">/*CENTROIDS k x d*/</span></div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;     aimatrixrowt_work,   <span class="comment">/* k x Inst */</span></div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;     aimatrixt_instances  <span class="comment">/* Inst * d */</span></div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;     );</div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160; </div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;    T_REAL lrt_sumWi  = </div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a> </div><div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      (aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;       aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;       );</div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;</div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;    <span class="keywordflow">if</span> ( lrt_sumWi == T_REAL(0.0) ) {</div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;      lob_isValidCentroids = <span class="keyword">false</span>;</div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;      <span class="keywordflow">if</span> ( (geiinparam_verbose &lt;= geiinparam_verboseMax) &amp;&amp; lob_isValidCentroids == false ) {</div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        std::cout &lt;&lt; <span class="stringliteral">&quot;\nERROR: getCentroids: &quot;</span></div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;solution is not valid&quot;</span>  </div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;      }</div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES */</span><span class="preprocessor"></span></div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;</div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;    }</div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;      T_REAL lrt_sumWiInv = 1.0 / lrt_sumWi;  </div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;      <a class="code" href="namespaceinterfacesse.html#a144ebf70bf38495c3de1aca2c8365e08">interfacesse::scal</a></div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        (aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;         lrt_sumWiInv,</div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;         aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;         );</div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;    }</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;  } <span class="comment">/*END for lui_i */</span></div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* DATATYPE_CENTROIDS_ROUND == 0*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;  </div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>         *lmatrixPFloatT_tmpV;</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160; </div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;  lmatrixPFloatT_tmpV = <span class="keyword">new</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>(aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(), aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>() );</div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;</div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;  <span class="comment">/*V =  Work  * Y  </span></div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;<span class="comment">  */</span></div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;  <a class="code" href="namespaceinterfacesse.html#a47f4a833d2730f3a501bbb9b2b095e62">interfacesse::gemm</a></div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;    (*lmatrixPFloatT_tmpV,</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;     T_REAL(1.0),</div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;     <a class="code" href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc">mat::CblasNoTrans</a>,</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;     aimatrixrowt_work, </div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;     <a class="code" href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc">mat::CblasNoTrans</a>,</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;     aimatrixt_instances, </div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;     T_REAL(0.0)</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;     );</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) { </div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;    T_REAL lrt_sumWi  = </div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;      interfaceclapack_sum </div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      (aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;       aimatrixrowt_work.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;       );</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    <span class="keywordflow">if</span> ( lrt_sumWi == T_REAL(0.0) ) {</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;      lob_isValidCentroids = <span class="keyword">false</span>;</div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;      <span class="keywordflow">if</span> ( (geiinparam_verbose &lt;= geiinparam_verboseMax) &amp;&amp; lob_isValidCentroids == false ) {</div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;        std::cout &lt;&lt; <span class="stringliteral">&quot;\nERROR: getCentroids: &quot;</span></div><div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;solution is not valid&quot;</span>  </div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;      }</div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES */</span><span class="preprocessor"></span></div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;</div><div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;    }</div><div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;      T_REAL lrt_sumWiInv = 1.0 / lrt_sumWi;  </div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      interfaceclapack_scal</div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;        (lmatrixPFloatT_tmpV-&gt;<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;         lrt_sumWiInv,</div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;         lmatrixPFloatT_tmpV-&gt;<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;         );</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;</div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;       T_REAL* larrayPFloat_V =  lmatrixPFloatT_tmpV-&gt;<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>();</div><div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;       <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_ll = 0;</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;       std::for_each</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;         (aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>(), </div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;          aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>() + aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">getNumElems</a>(),</div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;          [&amp;] (T_FEATURE &amp;liter_vij) </div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;          { </div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;            liter_vij = (T_FEATURE) std::round(larrayPFloat_V[luintidx_ll++]); </div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;          } </div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;          ); </div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;   </div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;    }</div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;  } <span class="comment">/*END for luintidx_l*/</span></div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;</div><div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;  <span class="keyword">delete</span> lmatrixPFloatT_tmpV;</div><div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;</div><div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*DATATYPE_CENTROIDS_ROUND*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;</div><div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;getCentroids: OUT&quot;</span></div><div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;output bool: lob_isValidCentroids = &quot;</span> &lt;&lt; lob_isValidCentroids &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;output mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span> &lt;&lt; &amp;aomatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;    aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>();</div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;  }</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;</div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;</div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;  <span class="keywordflow">return</span> lob_isValidCentroids; </div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;}</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;</div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;</div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;<span class="comment">/*fcmbezdek_updateMembership:</span></div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;<span class="comment">  Update membership</span></div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;<span class="comment"> </span></div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;<span class="comment">  \cite{Bezdek:ClusterAnalysis:FCM:1974}</span></div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;<span class="comment">  \cite{Bezdek:etal:ClusterAnalysis:FCM:1984}</span></div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;<span class="comment">  new ahora la funcion es fuzzyPartition</span></div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;<span class="comment">*/</span></div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;</div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_REAL,</div><div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;         &gt;</div><div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;<a class="code" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">reassignCluster</a></div><div class="line"><a name="l00409"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#aa126347cfbbecc46d103f1a60a048dc0">  409</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_REAL&gt;</a>       &amp;aomatrixt_fuzzyPartition,</div><div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>    &amp;aimatrixt_instances, </div><div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>    &amp;aimatrixt_centroids,</div><div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160; T_REAL                       ait_m,</div><div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_REAL,T_FEATURE&gt;</a> &amp;aifunc2p_squaredDist</div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160; )</div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;{  </div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;</div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;  T_REAL lT_Dik;</div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;  T_REAL lT_Djk;</div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;  T_REAL  lT_DikU;</div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;  T_REAL lT_sumDjkU;</div><div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;  <span class="comment">//T_REAL lT_p;</span></div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lst_numDimensions;</div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;</div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;</div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;   <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::reassignCluster&quot;</span>;</div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(output mat::MatrixRow&lt;T_REAL&gt;&amp;: aomatrixt_fuzzyPartition[&quot;</span> </div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;              &lt;&lt; &amp;aomatrixt_fuzzyPartition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_instances[&quot;</span> </div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;              &lt;&lt; &amp;aimatrixt_instances &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  T_REAL ait_m = &quot;</span> &lt;&lt; ait_m &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t aifunc2p_squaredDist\n&quot;</span></div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)\n&quot;</span>;</div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;  }</div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;</div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;  <span class="comment">/*Change 1 by 2 of the original formula</span></div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;<span class="comment">   considering that the distance is square</span></div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;<span class="comment">  */</span></div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;  </div><div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;  <span class="keyword">const</span> T_REAL lrt_p = (1.0 /(ait_m - 1.0)); </div><div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;  <span class="comment">/*i \in {1, 2, ...,k}*/</span></div><div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;  lst_numDimensions = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>(); </div><div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++)  { </div><div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;</div><div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;    T_REAL*     lmrT_uRow_i     = aomatrixt_fuzzyPartition.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i);</div><div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;    T_FEATURE*  lmrT_centroid_i = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i); </div><div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;</div><div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;    <span class="comment">/*j \in {1, 2, ...,n}*/</span></div><div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_j = 0; luintidx_j &lt; aimatrixt_instances.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_j++)  { </div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;      T_FEATURE* lmrT_instance_j = aimatrixt_instances.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_j); </div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      lT_Dik = aifunc2p_squaredDist(lmrT_centroid_i,lmrT_instance_j,lst_numDimensions);</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;      lT_DikU = 1.0 / std::pow(lT_Dik, lrt_p);</div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;      lT_sumDjkU = 0.0;</div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      </div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;      <span class="comment">/*l \in {1, 2, ...,k}*/</span></div><div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;      <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_l = 0; luintidx_l &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_l++)  { </div><div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;        T_FEATURE*  lmrT_centroid_l = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_l); </div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;        <span class="comment">//lT_Djk = normt_squareAdistance&lt;T_NORM_CENTROIDINSTANCES,T_FEATURE,T_CENTROIDS,T_WEIGHT_MATRIX&gt;</span></div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;        <span class="comment">//(lmrT_instance_j, lmrT_centroid_l, aimatrixrowt_weightMatrixA);</span></div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;        lT_Djk = aifunc2p_squaredDist(lmrT_centroid_l,lmrT_instance_j,lst_numDimensions);</div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;        lT_sumDjkU += 1.0 / std::pow(lT_Djk, lrt_p);</div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;      } <span class="comment">/*END for luintidx_l*/</span></div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;      lmrT_uRow_i[luintidx_j] = lT_DikU / lT_sumDjkU;</div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;      <span class="comment">//matrix_setElem(aomatrixt_fuzzyPartition, lui_i, luintidx_j, lT_Dik / lT_sumDjk);</span></div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;    } <span class="comment">/*END for luintidx_j*/</span></div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;  } <span class="comment">/*END for lui_i*/</span></div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;</div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;output mat::MatrixRow&lt;T_REAL&gt;&amp; aomatrixt_fuzzyPartition[&quot;</span></div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;              &lt;&lt; &amp;aomatrixt_fuzzyPartition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;              &lt;&lt; aomatrixt_fuzzyPartition;</div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;  }</div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;}</div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;  </div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;} <span class="comment">/*END namespace clusteringop*/</span></div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;  </div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__CLUSTERING_OPERATOR_FUZZY_HPP*/</span><span class="preprocessor"></span></div><div class="ttc" id="classmat_1_1_matrix_base_html_ac500eedd5e203327d3292f8ab22d8f3e"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">mat::MatrixBase::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00076">matrix_base.hpp:76</a></div></div>
<div class="ttc" id="namespaceclusteringop_html"><div class="ttname"><a href="namespaceclusteringop.html">clusteringop</a></div><div class="ttdoc">Clustering operators.</div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a2879a2578666e3da78f3588e78b5e982"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">mat::MatrixRow::toArray</a></div><div class="ttdeci">const T_FEATURE * toArray() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00119">matrix.hpp:119</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html"><div class="ttname"><a href="classmat_1_1_matrix_row.html">mat::MatrixRow</a></div><div class="ttdoc">Matrix store items for row.</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00046">matrix.hpp:46</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a144ebf70bf38495c3de1aca2c8365e08"><div class="ttname"><a href="namespaceinterfacesse.html#a144ebf70bf38495c3de1aca2c8365e08">interfacesse::scal</a></div><div class="ttdeci">void scal(T *aoarrayt_x, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">scal items of the array of type T</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00276">interface_level1.hpp:276</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a70200414022ce1479b9ddc16102b12ae"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">mat::MatrixBase::getNumColumns</a></div><div class="ttdeci">const uintidx getNumColumns() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00081">matrix_base.hpp:81</a></div></div>
<div class="ttc" id="clustering__operator__fuzzy_8hpp_html_acee5944d570f2fb7efdf1d4c801b30fb"><div class="ttname"><a href="clustering__operator__fuzzy_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a></div><div class="ttdeci">StdMT19937 gmt19937_eng</div><div class="ttdef"><b>Definition:</b> <a href="random__ext_8hpp_source.html#l00063">random_ext.hpp:63</a></div></div>
<div class="ttc" id="random__ext_8hpp_html"><div class="ttname"><a href="random__ext_8hpp.html">random_ext.hpp</a></div><div class="ttdoc">Operation for the generation of pseudo random numbers.</div></div>
<div class="ttc" id="namespaceclusteringop_html_aaf9c618adece3370f1da1abe8d9ce36e"><div class="ttname"><a href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">clusteringop::randomInitialize</a></div><div class="ttdeci">void randomInitialize(mat::MatrixBase&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, const INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00205">clustering_operator_centroids.hpp:205</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a47f4a833d2730f3a501bbb9b2b095e62"><div class="ttname"><a href="namespaceinterfacesse.html#a47f4a833d2730f3a501bbb9b2b095e62">interfacesse::gemm</a></div><div class="ttdeci">void gemm(mat::MatrixRow&lt; T &gt; &amp;aomatrixrowt_C, const mat::MatrixRow&lt; T &gt; &amp;aimatrixrowt_A, const mat::MatrixRow&lt; T &gt; &amp;aimatrixrowt_B, const enum mat::TRANSPOSE aienum_transA=mat::CblasNoTrans, const enum mat::TRANSPOSE aienum_transB=mat::CblasNoTrans, const T airt_alpha=1.0, const T airt_beta=0.0)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level2_8hpp_source.html#l00074">interface_level2.hpp:74</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a5391a205367fbaac82a26ddc377a80af"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">mat::MatrixRow::getRow</a></div><div class="ttdeci">const T_FEATURE * getRow(const uintidx i) const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00181">matrix.hpp:181</a></div></div>
<div class="ttc" id="namespacemat_html_ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc"><div class="ttname"><a href="namespacemat.html#ac86add9c97be4e3600c2856b56d8c7fca79cc847ba4347067df53f23dccadaecc">mat::CblasNoTrans</a></div><div class="ttdef"><b>Definition:</b> <a href="common__interfacelapack_8hpp_source.html#l00025">common_interfacelapack.hpp:25</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a3e298d769afd50e51d06baf8b1ca1a2f"><div class="ttname"><a href="namespaceclusteringop.html#a3e298d769afd50e51d06baf8b1ca1a2f">clusteringop::fuzzyPartition</a></div><div class="ttdeci">mat::MatrixRow&lt; T_REAL &gt; fuzzyPartition(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, T_REAL airt_m, const dist::Dist&lt; T_REAL, T_FEATURE &gt; &amp;aifunc2p_distSquare)</div><div class="ttdoc">Get a  fuzzy c-partitions based on  .</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__fuzzy_8hpp_source.html#l00109">clustering_operator_fuzzy.hpp:109</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a156313f6aa515994b76321ff03780b16"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">mat::MatrixRow::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimRow='\n') const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00336">matrix.hpp:336</a></div></div>
<div class="ttc" id="matrix__operation_8hpp_html"><div class="ttname"><a href="matrix__operation_8hpp.html">matrix_operation.hpp</a></div><div class="ttdoc">matrix operation</div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ade892a1e4c0ccc54dca7a16cecf459fa"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">mat::MatrixBase::getNumElems</a></div><div class="ttdeci">const uintidx getNumElems() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00086">matrix_base.hpp:86</a></div></div>
<div class="ttc" id="structdist_1_1_dist_html"><div class="ttname"><a href="structdist_1_1_dist.html">dist::Dist</a></div><div class="ttdoc">Generic dist.</div><div class="ttdef"><b>Definition:</b> <a href="dist_8hpp_source.html#l00034">dist.hpp:34</a></div></div>
<div class="ttc" id="random__ext_8hpp_html_a096d42d6e488c0b0de08cd7c24ec0099"><div class="ttname"><a href="random__ext_8hpp.html#a096d42d6e488c0b0de08cd7c24ec0099">StdMT19937</a></div><div class="ttdeci">std::mt19937 StdMT19937</div><div class="ttdef"><b>Definition:</b> <a href="random__ext_8hpp_source.html#l00060">random_ext.hpp:60</a></div></div>
<div class="ttc" id="verbose__global_8hpp_html"><div class="ttname"><a href="verbose__global_8hpp.html">verbose_global.hpp</a></div><div class="ttdoc">verbose global</div></div>
<div class="ttc" id="namespaceclusteringop_html_ad5da564b9274992e7f64e53f3c9d14b3"><div class="ttname"><a href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">clusteringop::reassignCluster</a></div><div class="ttdeci">uintidx reassignCluster(T_CLUSTERIDX *aioarraycidx_memberShip, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Change each instance to the nearest cluster.</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00421">clustering_operator_centroids.hpp:421</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html"><div class="ttname"><a href="classdata_1_1_instance.html">data::Instance</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space.</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00037">instance.hpp:37</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a25f6950d589b92fd5bcf2007fb3fae19"><div class="ttname"><a href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="ttdeci">T sum(const T *aoarrayt_y, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00135">interface_level1.hpp:135</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_ac52fbdbee047ca93bef1426d6493f31f"><div class="ttname"><a href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">clusteringop::getCentroids</a></div><div class="ttdeci">T_CLUSTERIDX getCentroids(mat::MatrixRow&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aomatrixt_sumInstancesCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstancesInClusterK, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00608">clustering_operator_centroids.hpp:608</a></div></div>
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